{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import igraph as ig\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "random.seed(0)\n",
    "# 用相同参数生成两个鄂尔多斯-仁义图\n",
    "g1 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)\n",
    "g2 = ig.Graph.Erdos_Renyi(n=15, p=0.2, directed=False, loops=False)\n",
    "# 生成两个边数固定的鄂尔多斯-仁义图\n",
    "g3 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)\n",
    "g4 = ig.Graph.Erdos_Renyi(n=20, m=35, directed=False, loops=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IGRAPH U--- 15 23 -- \n",
      "IGRAPH U--- 15 28 -- \n",
      "IGRAPH U--- 20 35 -- \n",
      "IGRAPH U--- 20 35 -- \n"
     ]
    }
   ],
   "source": [
    "# 输出图的概要信息验证随机性\n",
    "ig.summary(g1)\n",
    "ig.summary(g2)\n",
    "ig.summary(g3)\n",
    "ig.summary(g4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制说明其结构和差异\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "# Probability\n",
    "ig.plot(\n",
    "    g1,\n",
    "    target=axs[0, 0],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"lightblue\"\n",
    ")\n",
    "ig.plot(\n",
    "    g2,\n",
    "    target=axs[0, 1],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"lightblue\"\n",
    ")\n",
    "axs[0, 0].set_ylabel('Probability')\n",
    "# N edges\n",
    "ig.plot(\n",
    "    g3,\n",
    "    target=axs[1, 0],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"lightblue\",\n",
    "    vertex_size=0.15\n",
    ")\n",
    "ig.plot(\n",
    "    g4,\n",
    "    target=axs[1, 1],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"lightblue\",\n",
    "    vertex_size=0.15\n",
    ")\n",
    "axs[1, 0].set_ylabel('N. edges')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('py310')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "49ec5068d4d6d3736c39d3918a16f1ca551a23384109b69898c01c2015d1370c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
